Extracting Quantitative Insights from electrochemical impedance spectra using Statistical Methods

Statistical analysis of electrochemical impedance spec- troscopy data provides a systematic way of detecting changes in electrochemical energy systems. Applying concepts of divergence measures directly on electrochemical impedance spectroscopy data, one can reliably detect and quantify statistically significant changes. The results is a set of high- lighted frequency bands where the measured impedance characteristics differ statistically significantly from a ref- erence curve. The approach is evaluated on a solid-oxide electrolyser cell operated under different conditions and proves to be sensitive to even the smallest changes. The complete numerical implementation and corresponding experimental data are available as supplementary material at https://portal.ijs.si/nextcloud/s/xTa2cmtfxXn2jSz

Authors

Institutions

Publication Details

Journal
Annual Conference of the PHM Society
Published
2024-11-05
DOI
https://doi.org/10.36001/phmconf.2024.v16i1.4057
Citations
1
Primary Topic
Fault Detection and Control Systems
Type
article
Field-Weighted Citation Impact
0.68
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Extracting Quantitative Insights from electrochemical impedance spectra using Statistical Methods

Vanja Subotić, Gjorgji Nusev, Benjamin Königshofer, Pavle Boškoski et al.
1 citations
Annual Conference of the PHM Society
Fault Detection and Control Systems
0.68
article

Extracting Quantitative Insights from electrochemical impedance spectra using Statistical Methods

Vanja Subotić, Gjorgji Nusev, Benjamin Königshofer, Pavle Boškoski, Aljaž Ostrež
article en
1 citations

Abstract

Statistical analysis of electrochemical impedance spec- troscopy data provides a systematic way of detecting changes in electrochemical energy systems. Applying concepts of divergence measures directly on electrochemical impedance spectroscopy data, one can reliably detect and quantify statistically significant changes. The results is a set of high- lighted frequency bands where the measured impedance characteristics differ statistically significantly from a ref- erence curve. The approach is evaluated on a solid-oxide electrolyser cell operated under different conditions and proves to be sensitive to even the smallest changes. The complete numerical implementation and corresponding experimental data are available as supplementary material at https://portal.ijs.si/nextcloud/s/xTa2cmtfxXn2jSz

Annual Conference of the PHM SocietyVol. 16(1)
Jožef Stefan Institute (SI), Graz University of Technology (AT)
Affordable and clean energy
Openalex Percentile: Top 21%
Fault Detection and Control Systems
0.68
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.